April 2026
Base Jobs Data
Adding new fields
Base Jobs data has been extended with new identification and detailed location fields, including country ISO codes, regions, city, and state.
id
Identification key for a job profile record
Integer
country_iso_2
ISO 2-letter code of the location country (based on location and/or country values)
String
country_iso_3
ISO 3-letter code of the location country (based on location and/or country values)
String
regions
Associated geographical regions based on location and/or country values
Array of strings
city
Job location city
String
state
Job location state (if available)
String
Base Employee Data
Removing fields
The following Base Employee fields have been removed from their respective collections due to low fill rate adding no value to the dataset.
Removed fields
education.date_from_month
Education
education.date_to_month
Education
others_named.deleted
Others Named
similar_profiles.deleted
Similar Profiles
Removing categories
hidden_details category
hidden_details categoryThe hidden_details category is being removed from the Base Employee schema.
Updates to the data aggregation pipeline now ensure that all necessary information is properly populated in the standard schema fields. As a result, the separate hidden_details identifier has become redundant.
Removed fields
hidden_details
Array of objects
hidden_details.hidden_collection
String
Legacy categories
The following legacy categories with nested fields are being removed from all future Base Employee dumps and the dataset schema, as they are no longer actively updated. However, the data is stored in our database and can be requested on demand.
Removed fields
also_viewed
also_viewed
also_viewed[].headline
also_viewed[].id
also_viewed[].full_name
also_viewed[].profile_url
also_viewed[].location
also_viewed[].order_in_profile
also_viewed[].deleted
also_viewed[].created_at
also_viewed[].updated_at
groups
groups[].title
groups[].url
groups[].id
groups[].deleted
groups[].order_in_profile
groups[].created_at
groups[].updated_at
interests
interests[].interest
interests[].id
interests[].deleted
interests[].order_in_profile interests[].created_at
interests[].updated_at
posts_see_more_urls
posts_see_more_urls[].url posts_see_more_urls[].id posts_see_more_urls[].order_in_profile posts_see_more_urls[].deleted posts_see_more_urls[].created_at posts_see_more_urls[].updated_at
skills
skills[].skill
skills[].id
skills[].order_in_profile
skills[].deleted
skills[].created_at
skills[].updated_at
volunteering_cares
volunteering_cares[].id
volunteering_cares[].care
volunteering_cares[].deleted volunteering_cares[].order_in_profile volunteering_cares[].created_at volunteering_cares[].updated_at
volunteering_opportunities
volunteering_opportunities[].opportunity volunteering_opportunities[].id volunteering_opportunities[].deleted volunteering_opportunities[].order_in_profile volunteering_opportunities[].created_at volunteering_opportunities[].updated_at
volunteering_supports
volunteering_supports[].support
volunteering_supports[].id volunteering_supports[].deleted volunteering_supports[].order_in_profile volunteering_supports[].created_at volunteering_supports[].updated_at
Multi-source Jobs Data
Multi-source Company Data
Adding new fields
Adding new fields for funding_rounds and updating schema by adding new category last_funding_round with nested fields.
funding_rounds[].type
Funding round type (e.g. Series A)
String
funding_rounds[].investors
Investors information
Array of structs
funding_rounds[].investors[].name
Investor name
String
funding_rounds[].investors[].entity_id
Internal entity identifier
Long
funding_rounds[].investors[].entity
Entity type (e.g. person, organization)
String
funding_rounds[].investors[].is_lead
Indicates whether this investor led the round
Boolean
funding_rounds[].investors[].partner_identifiers
Partner-level identifiers within the investor
Array of structs
funding_rounds[].investors[].partner_identifiers[].name
Partner name
String
funding_rounds[].investors[].partner_identifiers[].entity_id
Partner entity identifier
Long
funding_rounds[].investors[].partner_identifiers[].entity
Partner entity type
String
funding_rounds[].num_partners
Number of partner investors in the round
Long
last_funding_round
Last funding round information
Array of structs
last_funding_round[].type
Funding round type (e.g. Series A)
String
last_funding_round[].announced_date
Date when the funding round was announced
Date
last_funding_round[].investors
Investors information
Array of structs
last_funding_round[].investors[].name
Investor name
String
last_funding_round[].investors[].entity_id
Internal entity identifier
Long
last_funding_round[].investors[].entity
Entity type (e.g. person, organization)
String
last_funding_round[].investors[].is_lead
Whether this investor led the round
Boolean
last_funding_round[].investors[].partner_identifiers
Partner-level identifiers within the investor
Array of structs
last_funding_round[].investors[].partner_identifiers[].name
Partner name
String
last_funding_round[].investors[].partner_identifiers[].entity_id
Partner entity identifier
Long
last_funding_round[].investors[].partner_identifiers[].entity
Partner entity type
String
last_funding_round[].amount_raised
Amount raised in the last funding round
Long
last_funding_round[].amount_raised_currency
Last funding round currency
String
last_funding_round[].num_investors
Number of investors in the funding round
Long
last_funding_round[].num_partners
Number of partner investors in the last funding round
Long
Removing fields
We are making schema improvements to the dataset, and some of the removed fields are changed by other nested fields.
funding_rounds[].name
No direct replacement. Funding round type is now a separate field
String
funding_rounds[].lead_investors
funding_rounds[].lead_investors field is replaced by funding_rounds[].investors field
Array of strings
last_funding_round_name
Replaced by last_funding_round nested struct
String
last_funding_round_announced_date
Replaced by last_funding_round nested struct
Date
last_funding_round_lead_investors
Replaced by last_funding_round nested struct
Array of structs
last_funding_round_amount_raised
Replaced by last_funding_round nested struct
Long
last_funding_round_amount_raised_currency
Replaced by last_funding_round nested struct
String
last_funding_round_num_investors
Replaced by last_funding_round nested struct
Long
Logic changes
Job title classification updates
Changes
We are improving our job title classification system with refined department and management level categories.
Impacted fields
Multi-source Company data
key_executiveskey_executive_arrivalskey_executive_departuresemployees_count_breakdown_by_seniorityemployees_count_breakdown_by_departmentemployees_count_breakdown_by_seniority_by_monthemployees_count_breakdown_by_department_by_month
Multi-source Employee data
active_experience_departmentactive_experience_management_levelis_decision_makerexperience.departmentexperience.management_leveltotal_experience_duration_months_breakdown_management_leveltotal_experience_duration_months_breakdown_department
Multi-source Jobs data
departmentmanagement_levelis_decision_maker
C-Level migration: department → management_level
department → management_levelThe
"C-Suite"department has been eliminated (previously 2.3M records).C-Level executives are now classified by their functional department (e.g., CFO →
Finance & Accounting, CTO →Engineering and Technical), with"C-Level"assigned as their management level.
Reduced "Other" classifications
The "Other" department has dropped from 8.9M to 2.1M records (76% reduction) as significantly more job titles are now accurately categorized into specific departments.
New category: "General Management"
A new "General Management" department has been added to capture leadership roles that span multiple functions (4.5M records).
Supported values
Departments
Administrative · Consulting · Customer Service · Design · Education · Engineering and Technical · Finance & Accounting · General Management · Human Resources · Legal · Marketing · Medical · Operations · Other · Product · Project Management · Real Estate · Research · Sales · Trades
Management levels
C-Level · Director · Founder · Head · Intern · Manager · Owner · Partner · President/Vice President · Senior · Specialist
Classification examples
CEO
General Management
C-Level
CFO
Finance & Accounting
C-Level
CTO
Engineering and Technical
C-Level
Director of Engineering
Engineering and Technical
Director
VP of Sales
Sales
President/Vice President
Marketing Manager
Marketing
Manager
Senior Software Engineer
Engineering and Technical
Senior
Software Engineer
Engineering and Technical
Specialist
Last updated
Was this helpful?